Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	40336
Missing cells	509176
Missing cells (%)	28.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.5 MiB
Average record size in memory	352.0 B

Variable types

Numeric	39
Categorical	5

Alerts

`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`AST` is highly correlated with `Bilirubin_direct`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `AST` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`DBP` has 7411 (18.4%) missing values	Missing
`EtCO2` has 37120 (92.0%) missing values	Missing
`BaseExcess` has 27126 (67.3%) missing values	Missing
`HCO3` has 20119 (49.9%) missing values	Missing
`FiO2` has 22527 (55.8%) missing values	Missing
`pH` has 21401 (53.1%) missing values	Missing
`PaCO2` has 21980 (54.5%) missing values	Missing
`SaO2` has 27248 (67.6%) missing values	Missing
`AST` has 25979 (64.4%) missing values	Missing
`BUN` has 2018 (5.0%) missing values	Missing
`Alkalinephos` has 26163 (64.9%) missing values	Missing
`Calcium` has 5339 (13.2%) missing values	Missing
`Chloride` has 18925 (46.9%) missing values	Missing
`Creatinine` has 2049 (5.1%) missing values	Missing
`Bilirubin_direct` has 38279 (94.9%) missing values	Missing
`Glucose` has 1580 (3.9%) missing values	Missing
`Lactate` has 27843 (69.0%) missing values	Missing
`Magnesium` has 4931 (12.2%) missing values	Missing
`Phosphate` has 12015 (29.8%) missing values	Missing
`Potassium` has 1867 (4.6%) missing values	Missing
`Bilirubin_total` has 26088 (64.7%) missing values	Missing
`TroponinI` has 33283 (82.5%) missing values	Missing
`Hct` has 2317 (5.7%) missing values	Missing
`Hgb` has 2448 (6.1%) missing values	Missing
`PTT` has 20098 (49.8%) missing values	Missing
`WBC` has 2625 (6.5%) missing values	Missing
`Fibrinogen` has 35821 (88.8%) missing values	Missing
`Platelets` has 2577 (6.4%) missing values	Missing
`Unit1` has 15617 (38.7%) missing values	Missing
`Unit2` has 15617 (38.7%) missing values	Missing
`PatientID` has unique values	Unique
`BaseExcess` has 3002 (7.4%) zeros	Zeros
`HospAdmTime` has 1313 (3.3%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:25:50.547922
Analysis finished	2021-11-29 10:26:02.951430
Duration	12.4 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIQUE

Distinct	40336
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59671.27286

Minimum	1
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2017.75
Q1	10084.75
median	20475.5
Q3	109916.25
95-th percentile	117983.25
Maximum	120000
Range	119999
Interquartile range (IQR)	99831.5

Descriptive statistics

Standard deviation	50251.33712
Coefficient of variation (CV)	0.842136169
Kurtosis	-1.946653503
Mean	59671.27286
Median Absolute Deviation (MAD)	20307
Skewness	0.01560297418
Sum	2406900462
Variance	2525196883
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
106559	1	< 0.1%
106552	1	< 0.1%
106553	1	< 0.1%
106554	1	< 0.1%
106555	1	< 0.1%
106556	1	< 0.1%
106557	1	< 0.1%
106558	1	< 0.1%
106560	1	< 0.1%
Other values (40326)	40326	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	388
Distinct (%)	1.0%
Missing	5
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	83.26571372

Minimum	30
Maximum	176
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	30
5-th percentile	60
Q1	72.5
median	82
Q3	93
95-th percentile	109
Maximum	176
Range	146
Interquartile range (IQR)	20.5

Descriptive statistics

Standard deviation	15.08931791
Coefficient of variation (CV)	0.1812188623
Kurtosis	0.2360797693
Mean	83.26571372
Median Absolute Deviation (MAD)	10
Skewness	0.3493577592
Sum	3358189.5
Variance	227.687515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	1306	3.2%
90	1012	2.5%
82	905	2.2%
84	893	2.2%
70	858	2.1%
88	837	2.1%
78	836	2.1%
86	764	1.9%
74	762	1.9%
76	756	1.9%
Other values (378)	31402	77.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	2	< 0.1%
31	1	< 0.1%
31.5	1	< 0.1%
33	2	< 0.1%
34	1	< 0.1%
36	2	< 0.1%
37	2	< 0.1%
37.75	1	< 0.1%
38	2	< 0.1%
38.5	1	< 0.1%

Value	Count	Frequency (%)
176	1	< 0.1%
163	1	< 0.1%
156.5	1	< 0.1%
156	1	< 0.1%
155	1	< 0.1%
151	2	< 0.1%
149	2	< 0.1%
147	3	< 0.1%
146	2	< 0.1%
144	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	95
Distinct (%)	0.2%
Missing	18
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.44818071

Minimum	27
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	27
5-th percentile	94
Q1	96
median	98
Q3	99
95-th percentile	100
Maximum	100
Range	73
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.194164972
Coefficient of variation (CV)	0.02251622304
Kurtosis	85.40926719
Mean	97.44818071
Median Absolute Deviation (MAD)	1
Skewness	-4.711538543
Sum	3928915.75
Variance	4.814359924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	6708	16.6%
100	6494	16.1%
97	6190	15.3%
99	5504	13.6%
96	5040	12.5%
95	2758	6.8%
94	1229	3.0%
97.5	879	2.2%
98.5	761	1.9%
96.5	729	1.8%
Other values (85)	4026	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
34.25	1	< 0.1%
49	1	< 0.1%
51.75	1	< 0.1%
55.5	1	< 0.1%
57.5	1	< 0.1%
58	1	< 0.1%
62.25	1	< 0.1%
63	1	< 0.1%
64.25	1	< 0.1%

Value	Count	Frequency (%)
100	6494	16.1%
99.75	144	0.4%
99.5	548	1.4%
99.25	155	0.4%
99	5504	13.6%
98.75	166	0.4%
98.5	761	1.9%
98.25	161	0.4%
98	6708	16.6%
97.75	170	0.4%

Temp
Real number (ℝ_≥0)

Distinct	617
Distinct (%)	1.5%
Missing	284
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	36.86648719

Minimum	30.5
Maximum	40.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	30.5
5-th percentile	36
Q1	36.5
median	36.83
Q3	37.22
95-th percentile	37.805
Maximum	40.4
Range	9.9
Interquartile range (IQR)	0.72

Descriptive statistics

Standard deviation	0.5789839904
Coefficient of variation (CV)	0.01570488632
Kurtosis	2.985685407
Mean	36.86648719
Median Absolute Deviation (MAD)	0.37
Skewness	-0.1533164972
Sum	1476576.545
Variance	0.3352224611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	1883	4.7%
36.5	1714	4.2%
36.6	1434	3.6%
36.8	1386	3.4%
36.7	1356	3.4%
36.9	1000	2.5%
36.4	947	2.3%
37.1	929	2.3%
37.2	892	2.2%
37.5	841	2.1%
Other values (607)	27670	68.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.5	1	< 0.1%
31.4	1	< 0.1%
31.67	1	< 0.1%
32.1	2	< 0.1%
32.35	1	< 0.1%
32.52	1	< 0.1%
32.64	1	< 0.1%
32.8	2	< 0.1%
32.9	1	< 0.1%
32.95	2	< 0.1%

Value	Count	Frequency (%)
40.4	1	< 0.1%
40.1	1	< 0.1%
40.03	1	< 0.1%
40	2	< 0.1%
39.7	1	< 0.1%
39.61	1	< 0.1%
39.5	2	< 0.1%
39.4	1	< 0.1%
39.35	1	< 0.1%
39.33	2	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	599
Distinct (%)	1.5%
Missing	282
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	122.958586

Minimum	35
Maximum	216
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	35
5-th percentile	97
Q1	109.5
median	121
Q3	135
95-th percentile	156
Maximum	216
Range	181
Interquartile range (IQR)	25.5

Descriptive statistics

Standard deviation	18.39552154
Coefficient of variation (CV)	0.1496074584
Kurtosis	0.1819770444
Mean	122.958586
Median Absolute Deviation (MAD)	12.5
Skewness	0.4807569725
Sum	4924983.205
Variance	338.3952128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
116	674	1.7%
112	670	1.7%
110	666	1.7%
115	642	1.6%
114	638	1.6%
118	638	1.6%
113	625	1.5%
117	624	1.5%
119	623	1.5%
121	610	1.5%
Other values (589)	33644	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
36	1	< 0.1%
45	1	< 0.1%
51	1	< 0.1%
51.5	1	< 0.1%
54.5	1	< 0.1%
55	1	< 0.1%
56	2	< 0.1%
56.5	1	< 0.1%
57	1	< 0.1%

Value	Count	Frequency (%)
216	1	< 0.1%
207	1	< 0.1%
206	1	< 0.1%
203	1	< 0.1%
202	1	< 0.1%
199.5	1	< 0.1%
198	1	< 0.1%
197	1	< 0.1%
196.5	1	< 0.1%
195.5	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	926
Distinct (%)	2.3%
Missing	104
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	82.01537234

Minimum	22
Maximum	144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	22
5-th percentile	64.5
Q1	73
median	80
Q3	90
95-th percentile	106
Maximum	144
Range	122
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.85974789
Coefficient of variation (CV)	0.1567967995
Kurtosis	0.6423404008
Mean	82.01537234
Median Absolute Deviation (MAD)	8
Skewness	0.684619077
Sum	3299642.46
Variance	165.3731159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76	984	2.4%
78	959	2.4%
74	923	2.3%
72	920	2.3%
80	899	2.2%
77	880	2.2%
82	878	2.2%
75	869	2.2%
73	818	2.0%
79	817	2.0%
Other values (916)	31285	77.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
27.25	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
34.5	1	< 0.1%
35.83	1	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
43.25	1	< 0.1%

Value	Count	Frequency (%)
144	1	< 0.1%
143.5	1	< 0.1%
143	1	< 0.1%
142	1	< 0.1%
141	1	< 0.1%
140	4	< 0.1%
139.5	1	< 0.1%
139.25	1	< 0.1%
139	1	< 0.1%
138.5	2	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	374
Distinct (%)	1.1%
Missing	7411
Missing (%)	18.4%
Infinite	0
Infinite (%)	0.0%
Mean	63.43786849

Minimum	22
Maximum	134
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	22
5-th percentile	47.5
Q1	56
median	62
Q3	70
95-th percentile	84
Maximum	134
Range	112
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	11.15759694
Coefficient of variation (CV)	0.1758822799
Kurtosis	0.5913272709
Mean	63.43786849
Median Absolute Deviation (MAD)	7
Skewness	0.582061897
Sum	2088691.82
Variance	124.4919695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	1062	2.6%
60	1005	2.5%
56	998	2.5%
62	944	2.3%
59	934	2.3%
57	885	2.2%
64	881	2.2%
63	879	2.2%
61	856	2.1%
55	850	2.1%
Other values (364)	23631	58.6%
(Missing)	7411	18.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
24	1	< 0.1%
26	1	< 0.1%
27.5	2	< 0.1%
28	2	< 0.1%
28.5	1	< 0.1%
29	8	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
31.5	1	< 0.1%

Value	Count	Frequency (%)
134	1	< 0.1%
131	1	< 0.1%
117	1	< 0.1%
116	1	< 0.1%
114.75	1	< 0.1%
113	1	< 0.1%
112	4	< 0.1%
111	1	< 0.1%
110.75	1	< 0.1%
110.5	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	176
Distinct (%)	0.4%
Missing	71
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	18.3280719

Minimum	1
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	16
median	18
Q3	20
95-th percentile	24.5
Maximum	56
Range	55
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.575971875
Coefficient of variation (CV)	0.1951090052
Kurtosis	3.256119895
Mean	18.3280719
Median Absolute Deviation (MAD)	2
Skewness	0.7426021231
Sum	737979.815
Variance	12.78757485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	5997	14.9%
16	4624	11.5%
20	4316	10.7%
17	3062	7.6%
19	2523	6.3%
15	2267	5.6%
14	1879	4.7%
22	1807	4.5%
21	1652	4.1%
24	820	2.0%
Other values (166)	11318	28.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	< 0.1%
1.5	3	< 0.1%
2	24	0.1%
2.5	3	< 0.1%
3	12	< 0.1%
3.25	3	< 0.1%
3.5	4	< 0.1%
3.75	1	< 0.1%
4	11	< 0.1%
4.5	3	< 0.1%

Value	Count	Frequency (%)
56	2	< 0.1%
51.5	1	< 0.1%
42	1	< 0.1%
41.5	1	< 0.1%
40	4	< 0.1%
39	1	< 0.1%
38.5	2	< 0.1%
38	3	< 0.1%
37.5	1	< 0.1%
37	5	< 0.1%

EtCO2
Real number (ℝ_≥0)

MISSING

Distinct	173
Distinct (%)	5.4%
Missing	37120
Missing (%)	92.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.04485386

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	10
5-th percentile	17.5
Q1	28
median	33
Q3	37
95-th percentile	43.5
Maximum	100
Range	90
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.32476853
Coefficient of variation (CV)	0.3124470931
Kurtosis	16.13061293
Mean	33.04485386
Median Absolute Deviation (MAD)	4.5
Skewness	2.621801772
Sum	106272.25
Variance	106.6008452
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	137	0.3%
34	136	0.3%
33	136	0.3%
32	131	0.3%
30	124	0.3%
36	112	0.3%
29	109	0.3%
39	98	0.2%
28	96	0.2%
37	95	0.2%
Other values (163)	2042	5.1%
(Missing)	37120	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	8	< 0.1%
10.5	6	< 0.1%
11	10	< 0.1%
11.25	4	< 0.1%
11.5	6	< 0.1%
12	15	< 0.1%
12.5	5	< 0.1%
13	10	< 0.1%
13.25	2	< 0.1%
13.5	6	< 0.1%

Value	Count	Frequency (%)
100	7	< 0.1%
99	4	< 0.1%
98.5	1	< 0.1%
98	6	< 0.1%
97.5	2	< 0.1%
97	7	< 0.1%
96	2	< 0.1%
95	1	< 0.1%
94	2	< 0.1%
93	2	< 0.1%

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	360
Distinct (%)	2.7%
Missing	27126
Missing (%)	67.3%
Infinite	0
Infinite (%)	0.0%
Mean	-0.4412036336

Minimum	-25.5
Maximum	25
Zeros	3002
Zeros (%)	7.4%
Negative	5988
Negative (%)	14.8%
Memory size	315.2 KiB

Quantile statistics

Minimum	-25.5
5-th percentile	-6.5
Q1	-2
median	0
Q3	1
95-th percentile	6
Maximum	25
Range	50.5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.871915437
Coefficient of variation (CV)	-8.775801335
Kurtosis	4.801227958
Mean	-0.4412036336
Median Absolute Deviation (MAD)	2
Skewness	-0.1101170191
Sum	-5828.3
Variance	14.99172915
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3002	7.4%
-1	1169	2.9%
-2	915	2.3%
1	877	2.2%
-3	722	1.8%
2	669	1.7%
3	482	1.2%
-4	477	1.2%
-0.5	357	0.9%
4	344	0.9%
Other values (350)	4196	10.4%
(Missing)	27126	67.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25.5	1	< 0.1%
-25	1	< 0.1%
-24.5	1	< 0.1%
-24	2	< 0.1%
-23	1	< 0.1%
-22.25	1	< 0.1%
-22.1	1	< 0.1%
-21.5	1	< 0.1%
-21	2	< 0.1%
-20.5	1	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
24	1	< 0.1%
21	3	< 0.1%
20	1	< 0.1%
19	5	< 0.1%
18	9	< 0.1%
17.5	1	< 0.1%
17	5	< 0.1%
16.5	1	< 0.1%
16	11	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	293
Distinct (%)	1.4%
Missing	20119
Missing (%)	49.9%
Infinite	0
Infinite (%)	0.0%
Mean	24.38575333

Minimum	5
Maximum	55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	5
5-th percentile	18
Q1	22
median	24
Q3	26.5
95-th percentile	31
Maximum	55
Range	50
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.923996022
Coefficient of variation (CV)	0.1609134633
Kurtosis	3.06047542
Mean	24.38575333
Median Absolute Deviation (MAD)	2
Skewness	0.3935845706
Sum	493006.775
Variance	15.39774478
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	2058	5.1%
24	1975	4.9%
23	1786	4.4%
26	1672	4.1%
22	1411	3.5%
27	1248	3.1%
21	922	2.3%
28	833	2.1%
20	684	1.7%
24.5	591	1.5%
Other values (283)	7037	17.4%
(Missing)	20119	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	1	< 0.1%
6.5	2	< 0.1%
7	3	< 0.1%
7.7	1	< 0.1%
8	7	< 0.1%
8.5	2	< 0.1%
9	8	< 0.1%
9.5	2	< 0.1%
10	8	< 0.1%

Value	Count	Frequency (%)
55	1	< 0.1%
51	1	< 0.1%
50	1	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
47.5	1	< 0.1%
47	1	< 0.1%
46.5	1	< 0.1%
46	3	< 0.1%
45.5	1	< 0.1%

FiO2
Real number (ℝ_≥0)

MISSING

Distinct	158
Distinct (%)	0.9%
Missing	22527
Missing (%)	55.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.4979970801

Minimum	0
Maximum	10
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.28
Q1	0.4
median	0.5
Q3	0.5
95-th percentile	1
Maximum	10
Range	10
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.1874790728
Coefficient of variation (CV)	0.3764662089
Kurtosis	372.3091547
Mean	0.4979970801
Median Absolute Deviation (MAD)	0.1
Skewness	8.457779933
Sum	8868.83
Variance	0.03514840273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	5223	12.9%
0.5	5214	12.9%
0.6	1051	2.6%
1	908	2.3%
0.7	767	1.9%
0.45	680	1.7%
0.21	646	1.6%
0.35	454	1.1%
0.3	385	1.0%
0.55	353	0.9%
Other values (148)	2128	5.3%
(Missing)	22527	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.02	2	< 0.1%
0.03	4	< 0.1%
0.04	9	< 0.1%
0.05	7	< 0.1%
0.06	5	< 0.1%
0.08	1	< 0.1%
0.11	1	< 0.1%
0.115	1	< 0.1%
0.15	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
2	4	< 0.1%
1.6	1	< 0.1%
1.5	2	< 0.1%
1.2	1	< 0.1%
1	908	2.3%
0.995	1	< 0.1%
0.99	5	< 0.1%
0.98	5	< 0.1%
0.975	3	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	167
Distinct (%)	0.9%
Missing	21401
Missing (%)	53.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.383056245

Minimum	6.63
Maximum	7.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	6.63
5-th percentile	7.28
Q1	7.35
median	7.385
Q3	7.42
95-th percentile	7.48
Maximum	7.73
Range	1.1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.06272471385
Coefficient of variation (CV)	0.008495765408
Kurtosis	6.641986026
Mean	7.383056245
Median Absolute Deviation (MAD)	0.035
Skewness	-1.087248194
Sum	139798.17
Variance	0.003934389727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.4	1227	3.0%
7.38	1176	2.9%
7.37	1072	2.7%
7.39	983	2.4%
7.41	971	2.4%
7.42	949	2.4%
7.36	889	2.2%
7.35	866	2.1%
7.43	746	1.8%
7.34	715	1.8%
Other values (157)	9341	23.2%
(Missing)	21401	53.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.63	1	< 0.1%
6.65	1	< 0.1%
6.78	1	< 0.1%
6.81	1	< 0.1%
6.87	1	< 0.1%
6.9	1	< 0.1%
6.92	1	< 0.1%
6.94	1	< 0.1%
6.94	2	< 0.1%
6.96	2	< 0.1%

Value	Count	Frequency (%)
7.73	1	< 0.1%
7.695	1	< 0.1%
7.66	1	< 0.1%
7.63	1	< 0.1%
7.615	1	< 0.1%
7.61	1	< 0.1%
7.6	4	< 0.1%
7.595	1	< 0.1%
7.59	5	< 0.1%
7.585	2	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	605
Distinct (%)	3.3%
Missing	21980
Missing (%)	54.5%
Infinite	0
Infinite (%)	0.0%
Mean	40.74534621

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	10
5-th percentile	30
Q1	36
median	40
Q3	44
95-th percentile	54
Maximum	100
Range	90
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.350196857
Coefficient of variation (CV)	0.2049362107
Kurtosis	7.130111035
Mean	40.74534621
Median Absolute Deviation (MAD)	4
Skewness	1.778301993
Sum	747921.575
Variance	69.72578756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	954	2.4%
38	917	2.3%
39	869	2.2%
41	845	2.1%
42	816	2.0%
37	803	2.0%
36	759	1.9%
43	694	1.7%
44	649	1.6%
35	614	1.5%
Other values (595)	10436	25.9%
(Missing)	21980	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
12	1	< 0.1%
15	3	< 0.1%
15.3	1	< 0.1%
15.5	2	< 0.1%
16	6	< 0.1%
16.7	1	< 0.1%
17	4	< 0.1%
18	6	< 0.1%
18.5	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
99	1	< 0.1%
98	3	< 0.1%
96.5	1	< 0.1%
95	1	< 0.1%
94	2	< 0.1%
93.5	1	< 0.1%
93.4	1	< 0.1%
93	2	< 0.1%
92.5	2	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	483
Distinct (%)	3.7%
Missing	27248
Missing (%)	67.6%
Infinite	0
Infinite (%)	0.0%
Mean	94.46866595

Minimum	29.5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	29.5
5-th percentile	74.5
Q1	95.2
median	97
Q3	98
95-th percentile	99.15
Maximum	100
Range	70.5
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	7.930001499
Coefficient of variation (CV)	0.08394319343
Kurtosis	10.2215122
Mean	94.46866595
Median Absolute Deviation (MAD)	1.05
Skewness	-3.091524801
Sum	1236405.9
Variance	62.88492377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	2154	5.3%
97	1442	3.6%
96	753	1.9%
99	565	1.4%
97.5	427	1.1%
95	370	0.9%
98.5	299	0.7%
96.5	294	0.7%
94	226	0.6%
95.5	152	0.4%
Other values (473)	6406	15.9%
(Missing)	27248	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.5	1	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
31.5	1	< 0.1%
40	1	< 0.1%
40.5	1	< 0.1%
41.5	1	< 0.1%
42	2	< 0.1%
43	1	< 0.1%
44	2	< 0.1%

Value	Count	Frequency (%)
100	22	0.1%
99.9	31	0.1%
99.85	2	< 0.1%
99.8	2	< 0.1%
99.8	43	0.1%
99.75	4	< 0.1%
99.7	55	0.1%
99.7	3	< 0.1%
99.65	12	< 0.1%
99.625	2	< 0.1%

AST
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1292
Distinct (%)	9.0%
Missing	25979
Missing (%)	64.4%
Infinite	0
Infinite (%)	0.0%
Mean	133.3110678

Minimum	3
Maximum	9264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	3
5-th percentile	13
Q1	20
median	33
Q3	68
95-th percentile	422.8
Maximum	9264
Range	9261
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	504.710739
Coefficient of variation (CV)	3.785962767
Kurtosis	114.7879558
Mean	133.3110678
Median Absolute Deviation (MAD)	16
Skewness	9.704061792
Sum	1913947
Variance	254732.9301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	398	1.0%
19	396	1.0%
17	384	1.0%
21	367	0.9%
20	366	0.9%
16	357	0.9%
24	353	0.9%
22	344	0.9%
15	332	0.8%
14	304	0.8%
Other values (1282)	10756	26.7%
(Missing)	25979	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	3	< 0.1%
5.5	1	< 0.1%
6	10	< 0.1%
6.5	2	< 0.1%
7	12	< 0.1%
8	25	0.1%
8.25	2	< 0.1%
8.5	9	< 0.1%

Value	Count	Frequency (%)
9264	1	< 0.1%
9210	1	< 0.1%
8591	1	< 0.1%
8472	1	< 0.1%
7938	1	< 0.1%
7906	1	< 0.1%
7751	1	< 0.1%
7699	1	< 0.1%
7634	1	< 0.1%
7505	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	338
Distinct (%)	0.9%
Missing	2018
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.95840075

Minimum	1
Maximum	232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	6.5
Q1	11
median	16
Q3	25.5
95-th percentile	58
Maximum	232
Range	231
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	17.97225517
Coefficient of variation (CV)	0.8184683106
Kurtosis	10.50480026
Mean	21.95840075
Median Absolute Deviation (MAD)	6
Skewness	2.714189985
Sum	841402
Variance	323.0019558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	1628	4.0%
12	1604	4.0%
14	1578	3.9%
11	1561	3.9%
10	1451	3.6%
15	1422	3.5%
16	1355	3.4%
17	1240	3.1%
9	1237	3.1%
18	1122	2.8%
Other values (328)	24120	59.8%
(Missing)	2018	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	13	< 0.1%
1.25	2	< 0.1%
1.5	8	< 0.1%
2	36	0.1%
2.5	13	< 0.1%
3	128	0.3%
3.5	48	0.1%
3.75	1	< 0.1%
4	248	0.6%
4.25	1	< 0.1%

Value	Count	Frequency (%)
232	1	< 0.1%
202.5	1	< 0.1%
200	1	< 0.1%
187.5	1	< 0.1%
182	1	< 0.1%
179.5	1	< 0.1%
177	1	< 0.1%
175.5	1	< 0.1%
172	1	< 0.1%
170	2	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	842
Distinct (%)	5.9%
Missing	26163
Missing (%)	64.9%
Infinite	0
Infinite (%)	0.0%
Mean	96.69163198

Minimum	7
Maximum	3726
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	7
5-th percentile	36
Q1	54
median	72
Q3	102.5
95-th percentile	232.2
Maximum	3726
Range	3719
Interquartile range (IQR)	48.5

Descriptive statistics

Standard deviation	104.6371549
Coefficient of variation (CV)	1.082173843
Kurtosis	190.9283797
Mean	96.69163198
Median Absolute Deviation (MAD)	22
Skewness	9.706396917
Sum	1370410.5
Variance	10948.93419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	194	0.5%
55	193	0.5%
59	190	0.5%
69	189	0.5%
52	187	0.5%
58	187	0.5%
61	183	0.5%
49	179	0.4%
54	177	0.4%
60	173	0.4%
Other values (832)	12321	30.5%
(Missing)	26163	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
11	2	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	2	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	6	< 0.1%
19	6	< 0.1%

Value	Count	Frequency (%)
3726	1	< 0.1%
2528	1	< 0.1%
2332	1	< 0.1%
2145.5	1	< 0.1%
2020	1	< 0.1%
1669	1	< 0.1%
1650	2	< 0.1%
1500	1	< 0.1%
1451	1	< 0.1%
1437	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	1031
Distinct (%)	2.9%
Missing	5339
Missing (%)	13.2%
Infinite	0
Infinite (%)	0.0%
Mean	8.054353087

Minimum	1.01
Maximum	27.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1.01
5-th percentile	4.745
Q1	7.85
median	8.3
Q3	8.8
95-th percentile	9.4
Maximum	27.45
Range	26.44
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	1.590536315
Coefficient of variation (CV)	0.197475365
Kurtosis	11.09969789
Mean	8.054353087
Median Absolute Deviation (MAD)	0.45
Skewness	-2.157125211
Sum	281878.195
Variance	2.529805771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.3	1700	4.2%
8.5	1659	4.1%
8.2	1586	3.9%
8.4	1536	3.8%
8.6	1489	3.7%
8.7	1442	3.6%
8.1	1432	3.6%
8.8	1371	3.4%
8	1308	3.2%
7.9	1123	2.8%
Other values (1021)	20351	50.5%
(Missing)	5339	13.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.01	1	< 0.1%
1.04	3	< 0.1%
1.05	1	< 0.1%
1.055	1	< 0.1%
1.06	1	< 0.1%
1.07	6	< 0.1%
1.075	2	< 0.1%
1.08	6	< 0.1%
1.085	2	< 0.1%
1.09	13	< 0.1%

Value	Count	Frequency (%)
27.45	1	< 0.1%
25.2	1	< 0.1%
23.7	1	< 0.1%
19.1	1	< 0.1%
18.8	2	< 0.1%
18.6	3	< 0.1%
18.3	1	< 0.1%
18.2	3	< 0.1%
18.1	1	< 0.1%
18	2	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	127
Distinct (%)	0.6%
Missing	18925
Missing (%)	46.9%
Infinite	0
Infinite (%)	0.0%
Mean	105.580496

Minimum	67.5
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	67.5
5-th percentile	97
Q1	103
median	106
Q3	109
95-th percentile	113
Maximum	139
Range	71.5
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.180103495
Coefficient of variation (CV)	0.04906307216
Kurtosis	1.939118047
Mean	105.580496
Median Absolute Deviation (MAD)	3
Skewness	-0.2843858574
Sum	2260584
Variance	26.83347222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	1536	3.8%
107	1517	3.8%
105	1453	3.6%
108	1340	3.3%
104	1248	3.1%
109	1184	2.9%
103	1118	2.8%
110	938	2.3%
102	891	2.2%
101	745	1.8%
Other values (117)	9441	23.4%
(Missing)	18925	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67.5	1	< 0.1%
70	1	< 0.1%
73	1	< 0.1%
74	2	< 0.1%
79	2	< 0.1%
80	1	< 0.1%
81	5	< 0.1%
82	3	< 0.1%
82.5	2	< 0.1%
83	4	< 0.1%

Value	Count	Frequency (%)
139	1	< 0.1%
136	1	< 0.1%
134	1	< 0.1%
133	1	< 0.1%
132.5	1	< 0.1%
131	3	< 0.1%
130.5	1	< 0.1%
129	2	< 0.1%
128.5	1	< 0.1%
128	6	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1924
Distinct (%)	5.0%
Missing	2049
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.429553504

Minimum	0.1
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.7
median	0.9
Q3	1.3
95-th percentile	4.747
Maximum	28
Range	27.9
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	1.771999077
Coefficient of variation (CV)	1.239547224
Kurtosis	29.83916002
Mean	1.429553504
Median Absolute Deviation (MAD)	0.25
Skewness	4.697239902
Sum	54733.315
Variance	3.139980728
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	2232	5.5%
0.8	2206	5.5%
0.9	1841	4.6%
0.6	1762	4.4%
1	1357	3.4%
0.5	1152	2.9%
1.1	968	2.4%
0.75	781	1.9%
1.2	616	1.5%
0.85	519	1.3%
Other values (1914)	24853	61.6%
(Missing)	2049	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	7	< 0.1%
0.15	3	< 0.1%
0.2	22	0.1%
0.205	1	< 0.1%
0.22	1	< 0.1%
0.235	1	< 0.1%
0.24	1	< 0.1%
0.25	11	< 0.1%
0.27	1	< 0.1%
0.28	1	< 0.1%

Value	Count	Frequency (%)
28	1	< 0.1%
25.33	1	< 0.1%
25	2	< 0.1%
23.83	1	< 0.1%
23.825	1	< 0.1%
23.495	1	< 0.1%
23.485	1	< 0.1%
23.37	1	< 0.1%
21.31	1	< 0.1%
21.18	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	277
Distinct (%)	13.5%
Missing	38279
Missing (%)	94.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.260162859

Minimum	0.01
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	0.1
median	0.3
Q3	0.95
95-th percentile	5.554
Maximum	37.5
Range	37.49
Interquartile range (IQR)	0.85

Descriptive statistics

Standard deviation	3.040793452
Coefficient of variation (CV)	2.413016247
Kurtosis	39.08633833
Mean	1.260162859
Median Absolute Deviation (MAD)	0.2
Skewness	5.506693612
Sum	2592.155
Variance	9.246424815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	475	1.2%
0.2	318	0.8%
0.3	150	0.4%
0.4	126	0.3%
0.5	60	0.1%
0.6	55	0.1%
0.7	35	0.1%
1	33	0.1%
0.8	33	0.1%
1.1	24	0.1%
Other values (267)	748	1.9%
(Missing)	38279	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	4	< 0.1%
0.03	5	< 0.1%
0.04	4	< 0.1%
0.05	1	< 0.1%
0.05	4	< 0.1%
0.06	6	< 0.1%
0.06	1	< 0.1%
0.07	7	< 0.1%
0.08	4	< 0.1%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	1	< 0.1%
25.95	1	< 0.1%
25.2	1	< 0.1%
23.3	1	< 0.1%
22.2	1	< 0.1%
21.65	1	< 0.1%
21.335	1	< 0.1%
21.2	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	864
Distinct (%)	2.2%
Missing	1580
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%
Mean	129.3001933

Minimum	19
Maximum	755
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	19
5-th percentile	87
Q1	106
median	122.5
Q3	142
95-th percentile	198
Maximum	755
Range	736
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	37.39983655
Coefficient of variation (CV)	0.2892481102
Kurtosis	13.562674
Mean	129.3001933
Median Absolute Deviation (MAD)	17.5
Skewness	2.404663485
Sum	5011158.29
Variance	1398.747774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118	482	1.2%
119	473	1.2%
121	471	1.2%
126	449	1.1%
114	447	1.1%
116	447	1.1%
112	444	1.1%
108	443	1.1%
127	442	1.1%
109	440	1.1%
Other values (854)	34218	84.8%
(Missing)	1580	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	< 0.1%
31	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
44	1	< 0.1%
46	2	< 0.1%
47	2	< 0.1%
48	1	< 0.1%

Value	Count	Frequency (%)
755	1	< 0.1%
671.5	1	< 0.1%
666	1	< 0.1%
563	1	< 0.1%
542	1	< 0.1%
531	1	< 0.1%
522.5	1	< 0.1%
501	1	< 0.1%
482.5	1	< 0.1%
472	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	1250
Distinct (%)	10.0%
Missing	27843
Missing (%)	69.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1191071

Minimum	0.3
Maximum	26.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.2
median	1.65
Q3	2.4
95-th percentile	4.9
Maximum	26.95
Range	26.65
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.751489508
Coefficient of variation (CV)	0.8265224101
Kurtosis	30.98606726
Mean	2.1191071
Median Absolute Deviation (MAD)	0.55
Skewness	4.477343324
Sum	26474.005
Variance	3.067715495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	429	1.1%
1.2	426	1.1%
1.4	409	1.0%
1.3	402	1.0%
1.1	402	1.0%
0.9	357	0.9%
1.5	351	0.9%
1.6	328	0.8%
1.7	290	0.7%
1.8	274	0.7%
Other values (1240)	8825	21.9%
(Missing)	27843	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	3	< 0.1%
0.37	1	< 0.1%
0.4	4	< 0.1%
0.5	24	0.1%
0.54	1	< 0.1%
0.55	9	< 0.1%
0.56	2	< 0.1%
0.57	4	< 0.1%
0.59	1	< 0.1%
0.6	73	0.2%

Value	Count	Frequency (%)
26.95	1	< 0.1%
24.85	1	< 0.1%
22.3	1	< 0.1%
22.25	1	< 0.1%
19.9	1	< 0.1%
19.345	1	< 0.1%
19.3	1	< 0.1%
19.12	1	< 0.1%
19	2	< 0.1%
18.2	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	133
Distinct (%)	0.4%
Missing	4931
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.01881175

Minimum	0.5
Maximum	8.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1.6
Q1	1.8
median	2
Q3	2.2
95-th percentile	2.5
Maximum	8.4
Range	7.9
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3221540836
Coefficient of variation (CV)	0.1595760891
Kurtosis	21.86540068
Mean	2.01881175
Median Absolute Deviation (MAD)	0.2
Skewness	2.146071134
Sum	71476.03
Variance	0.1037832536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	4573	11.3%
1.9	4107	10.2%
2.1	3616	9.0%
1.8	2976	7.4%
2.2	2690	6.7%
1.7	1973	4.9%
2.3	1811	4.5%
1.6	1269	3.1%
2.05	1180	2.9%
1.85	1060	2.6%
Other values (123)	10150	25.2%
(Missing)	4931	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.65	1	< 0.1%
0.8	2	< 0.1%
0.9	4	< 0.1%
1	15	< 0.1%
1.05	2	< 0.1%
1.1	31	0.1%
1.15	3	< 0.1%
1.2	66	0.2%
1.2	3	< 0.1%

Value	Count	Frequency (%)
8.4	1	< 0.1%
8.2	1	< 0.1%
7.1	1	< 0.1%
6.9	1	< 0.1%
6.6	1	< 0.1%
6.5	1	< 0.1%
6.35	1	< 0.1%
6.2	2	< 0.1%
5.7	1	< 0.1%
5.4	1	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	324
Distinct (%)	1.1%
Missing	12015
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.536566505

Minimum	0.45
Maximum	14.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.45
5-th percentile	2
Q1	2.8
median	3.35
Q3	4
95-th percentile	5.8
Maximum	14.7
Range	14.25
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.226212925
Coefficient of variation (CV)	0.3467241243
Kurtosis	6.302789728
Mean	3.536566505
Median Absolute Deviation (MAD)	0.65
Skewness	1.751047164
Sum	100159.1
Variance	1.503598137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.2	1004	2.5%
3	980	2.4%
3.3	969	2.4%
3.5	954	2.4%
3.4	910	2.3%
3.1	897	2.2%
2.8	895	2.2%
2.9	849	2.1%
3.7	815	2.0%
2.7	800	2.0%
Other values (314)	19248	47.7%
(Missing)	12015	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.45	1	< 0.1%
0.5	2	< 0.1%
0.6	5	< 0.1%
0.65	1	< 0.1%
0.7	3	< 0.1%
0.75	1	< 0.1%
0.8	9	< 0.1%
0.85	3	< 0.1%
0.9	9	< 0.1%
0.95	1	< 0.1%

Value	Count	Frequency (%)
14.7	1	< 0.1%
14.35	1	< 0.1%
13.65	1	< 0.1%
13.3	1	< 0.1%
13.05	1	< 0.1%
13	1	< 0.1%
12.9	1	< 0.1%
12.65	1	< 0.1%
12.6	1	< 0.1%
12.5	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	466
Distinct (%)	1.2%
Missing	1867
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.0859817

Minimum	1.575
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1.575
5-th percentile	3.4
Q1	3.8
median	4
Q3	4.31
95-th percentile	4.95
Maximum	9.8
Range	8.225
Interquartile range (IQR)	0.51

Descriptive statistics

Standard deviation	0.495655428
Coefficient of variation (CV)	0.121306326
Kurtosis	4.605728449
Mean	4.0859817
Median Absolute Deviation (MAD)	0.3
Skewness	1.074086067
Sum	157183.63
Variance	0.2456743033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	2951	7.3%
4.1	2654	6.6%
3.9	2631	6.5%
3.8	2549	6.3%
4.2	2118	5.3%
3.7	2100	5.2%
4.3	1794	4.4%
4.4	1588	3.9%
3.6	1489	3.7%
4.5	1238	3.1%
Other values (456)	17357	43.0%
(Missing)	1867	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.575	1	< 0.1%
2.2	1	< 0.1%
2.25	2	< 0.1%
2.3	2	< 0.1%
2.35	1	< 0.1%
2.4	1	< 0.1%
2.5	9	< 0.1%
2.55	2	< 0.1%
2.6	10	< 0.1%
2.65	2	< 0.1%

Value	Count	Frequency (%)
9.8	1	< 0.1%
9.4	2	< 0.1%
9.2	2	< 0.1%
9	1	< 0.1%
8.2	1	< 0.1%
7.9	1	< 0.1%
7.8	1	< 0.1%
7.6	3	< 0.1%
7.595	1	< 0.1%
7.4	1	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	450
Distinct (%)	3.2%
Missing	26088
Missing (%)	64.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.45298112

Minimum	0.1
Maximum	49.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.5
median	0.75
Q3	1.25
95-th percentile	4.25
Maximum	49.2
Range	49.1
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	3.047215762
Coefficient of variation (CV)	2.09721635
Kurtosis	73.44687851
Mean	1.45298112
Median Absolute Deviation (MAD)	0.35
Skewness	7.588950493
Sum	20702.075
Variance	9.2855239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	1288	3.2%
0.6	1214	3.0%
0.4	1213	3.0%
0.7	1141	2.8%
0.8	930	2.3%
0.3	896	2.2%
0.9	743	1.8%
1	598	1.5%
0.2	475	1.2%
1.1	462	1.1%
Other values (440)	5288	13.1%
(Missing)	26088	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	97	0.2%
0.15	1	< 0.1%
0.15	13	< 0.1%
0.2	475	1.2%
0.25	62	0.2%
0.3	896	2.2%
0.3	22	0.1%
0.35	100	0.2%
0.4	1213	3.0%
0.425	1	< 0.1%

Value	Count	Frequency (%)
49.2	1	< 0.1%
46.4	1	< 0.1%
45.9	1	< 0.1%
45.75	1	< 0.1%
44.9	1	< 0.1%
44.1	1	< 0.1%
43.3	1	< 0.1%
43.2	1	< 0.1%
42.35	1	< 0.1%
41.6	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	1537
Distinct (%)	21.8%
Missing	33283
Missing (%)	82.5%
Infinite	0
Infinite (%)	0.0%
Mean	5.357604565

Minimum	0.01
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.03
median	0.095
Q3	1.195
95-th percentile	33.342
Maximum	440
Range	439.99
Interquartile range (IQR)	1.165

Descriptive statistics

Standard deviation	19.02475329
Coefficient of variation (CV)	3.550981237
Kurtosis	89.08321688
Mean	5.357604565
Median Absolute Deviation (MAD)	0.085
Skewness	7.707238255
Sum	37787.185
Variance	361.9412376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1238	3.1%
0.03	805	2.0%
0.02	290	0.7%
0.04	256	0.6%
0.05	176	0.4%
0.06	144	0.4%
0.07	134	0.3%
0.08	100	0.2%
0.09	95	0.2%
0.1	81	0.2%
Other values (1527)	3734	9.3%
(Missing)	33283	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1238	3.1%
0.015	52	0.1%
0.02	290	0.7%
0.025	33	0.1%
0.03	805	2.0%
0.03	3	< 0.1%
0.035	1	< 0.1%
0.035	27	0.1%
0.04	256	0.6%
0.045	36	0.1%

Value	Count	Frequency (%)
440	1	< 0.1%
297.05	1	< 0.1%
200	12	< 0.1%
199.53	1	< 0.1%
194.095	1	< 0.1%
193.44	1	< 0.1%
190.04	1	< 0.1%
185.215	1	< 0.1%
183.5	1	< 0.1%
180.08	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1042
Distinct (%)	2.7%
Missing	2317
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	32.05367001

Minimum	9.3
Maximum	66.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	9.3
5-th percentile	24
Q1	28.1
median	31.5
Q3	35.6
95-th percentile	41.7
Maximum	66.4
Range	57.1
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	5.44875831
Coefficient of variation (CV)	0.1699885944
Kurtosis	0.2783393642
Mean	32.05367001
Median Absolute Deviation (MAD)	3.7
Skewness	0.4652011331
Sum	1218648.48
Variance	29.68896712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	289	0.7%
31	269	0.7%
30	266	0.7%
32	251	0.6%
28	247	0.6%
30.5	244	0.6%
35	236	0.6%
31.5	235	0.6%
31.1	233	0.6%
29.6	229	0.6%
Other values (1032)	35520	88.1%
(Missing)	2317	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.3	1	< 0.1%
10.15	1	< 0.1%
11.3	1	< 0.1%
12	1	< 0.1%
13.3	1	< 0.1%
13.55	1	< 0.1%
14.4	1	< 0.1%
14.55	1	< 0.1%
14.6	1	< 0.1%
15.5	1	< 0.1%

Value	Count	Frequency (%)
66.4	1	< 0.1%
65	1	< 0.1%
64.2	1	< 0.1%
64.1	1	< 0.1%
62.45	1	< 0.1%
61.7	1	< 0.1%
61.05	1	< 0.1%
59.85	1	< 0.1%
59.6	1	< 0.1%
58.2	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	479
Distinct (%)	1.3%
Missing	2448
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.71732963

Minimum	2.6
Maximum	26.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	2.6
5-th percentile	7.9
Q1	9.35
median	10.55
Q3	11.95
95-th percentile	14.1
Maximum	26.6
Range	24
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	1.903773429
Coefficient of variation (CV)	0.1776350541
Kurtosis	0.573395905
Mean	10.71732963
Median Absolute Deviation (MAD)	1.25
Skewness	0.4943870074
Sum	406058.185
Variance	3.624353269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	650	1.6%
10	629	1.6%
10.3	625	1.5%
10.8	619	1.5%
9.8	602	1.5%
10.2	597	1.5%
11.3	594	1.5%
9.7	584	1.4%
10.6	581	1.4%
10.1	580	1.4%
Other values (469)	31827	78.9%
(Missing)	2448	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	< 0.1%
3.3	1	< 0.1%
4	1	< 0.1%
4.15	1	< 0.1%
4.3	1	< 0.1%
4.5	1	< 0.1%
4.8	1	< 0.1%
4.9	1	< 0.1%
5	1	< 0.1%
5.1	1	< 0.1%

Value	Count	Frequency (%)
26.6	1	< 0.1%
24.8	2	< 0.1%
23.8	1	< 0.1%
23.5	1	< 0.1%
22.5	1	< 0.1%
21.6	1	< 0.1%
21.2	1	< 0.1%
21	1	< 0.1%
20.6	1	< 0.1%
20.55	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	1893
Distinct (%)	9.4%
Missing	20098
Missing (%)	49.8%
Infinite	0
Infinite (%)	0.0%
Mean	36.4915083

Minimum	16.9
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	16.9
5-th percentile	23.2
Q1	27.25
median	31
Q3	37.6
95-th percentile	69.7
Maximum	250
Range	233.1
Interquartile range (IQR)	10.35

Descriptive statistics

Standard deviation	19.22251501
Coefficient of variation (CV)	0.5267667988
Kurtosis	30.98766733
Mean	36.4915083
Median Absolute Deviation (MAD)	4.6
Skewness	4.513585187
Sum	738515.145
Variance	369.5050834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.6	133	0.3%
28	130	0.3%
28.9	129	0.3%
28.1	128	0.3%
29.5	127	0.3%
27.7	125	0.3%
27.6	120	0.3%
26.5	118	0.3%
28.5	117	0.3%
28.7	116	0.3%
Other values (1883)	18995	47.1%
(Missing)	20098	49.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.9	1	< 0.1%
17.1	1	< 0.1%
17.2	1	< 0.1%
17.3	1	< 0.1%
17.65	1	< 0.1%
18.1	1	< 0.1%
18.25	1	< 0.1%
18.4	2	< 0.1%
18.45	1	< 0.1%
18.5	2	< 0.1%

Value	Count	Frequency (%)
250	3	< 0.1%
249.9	5	< 0.1%
249	16	< 0.1%
237.5	1	< 0.1%
235.5	1	< 0.1%
224.4	1	< 0.1%
212.3	1	< 0.1%
210.6	1	< 0.1%
206	1	< 0.1%
204.9	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	1148
Distinct (%)	3.0%
Missing	2625
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	11.0187729

Minimum	0.1
Maximum	319.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	4.6
Q1	7.55
median	10.1
Q3	13.2
95-th percentile	19.7
Maximum	319.25
Range	319.15
Interquartile range (IQR)	5.65

Descriptive statistics

Standard deviation	6.574039075
Coefficient of variation (CV)	0.5966217047
Kurtosis	360.6126
Mean	11.0187729
Median Absolute Deviation (MAD)	2.8
Skewness	11.81150487
Sum	415528.945
Variance	43.21798975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.8	326	0.8%
8.8	321	0.8%
10	318	0.8%
10.3	311	0.8%
10.2	295	0.7%
9	295	0.7%
8.6	291	0.7%
8	287	0.7%
7.4	285	0.7%
8.5	285	0.7%
Other values (1138)	34697	86.0%
(Missing)	2625	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	17	< 0.1%
0.15	1	< 0.1%
0.2	14	< 0.1%
0.25	1	< 0.1%
0.3	5	< 0.1%
0.3	1	< 0.1%
0.4	10	< 0.1%
0.45	2	< 0.1%
0.5	3	< 0.1%
0.55	1	< 0.1%

Value	Count	Frequency (%)
319.25	1	< 0.1%
302	1	< 0.1%
206.3	1	< 0.1%
200.8	1	< 0.1%
179.2	1	< 0.1%
168.6	1	< 0.1%
165.1	1	< 0.1%
160.6	1	< 0.1%
152.9	1	< 0.1%
150.4	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	987
Distinct (%)	21.9%
Missing	35821
Missing (%)	88.8%
Infinite	0
Infinite (%)	0.0%
Mean	303.3470543

Minimum	35
Maximum	1383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	35
5-th percentile	129
Q1	196
median	260.5
Q3	366.75
95-th percentile	634
Maximum	1383
Range	1348
Interquartile range (IQR)	170.75

Descriptive statistics

Standard deviation	158.1892501
Coefficient of variation (CV)	0.5214794337
Kurtosis	3.158885017
Mean	303.3470543
Median Absolute Deviation (MAD)	78.5
Skewness	1.551861637
Sum	1369611.95
Variance	25023.83884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217	32	0.1%
214	24	0.1%
215	24	0.1%
202	24	0.1%
248	23	0.1%
183	23	0.1%
206	22	0.1%
154	20	< 0.1%
223	20	< 0.1%
203	20	< 0.1%
Other values (977)	4283	10.6%
(Missing)	35821	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
52.5	1	< 0.1%
55.5	1	< 0.1%
56.5	1	< 0.1%
58	1	< 0.1%
59.5	1	< 0.1%
60	1	< 0.1%
61	2	< 0.1%
61.5	1	< 0.1%
62	1	< 0.1%

Value	Count	Frequency (%)
1383	1	< 0.1%
1246	1	< 0.1%
1211	1	< 0.1%
1161	1	< 0.1%
1051	1	< 0.1%
1030	1	< 0.1%
1000	6	< 0.1%
976	1	< 0.1%
960	1	< 0.1%
956	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	1344
Distinct (%)	3.6%
Missing	2577
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	206.308925

Minimum	3
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	3
5-th percentile	81
Q1	141
median	191
Q3	251.75
95-th percentile	381
Maximum	2322
Range	2319
Interquartile range (IQR)	110.75

Descriptive statistics

Standard deviation	99.95600509
Coefficient of variation (CV)	0.4844967569
Kurtosis	13.79033412
Mean	206.308925
Median Absolute Deviation (MAD)	54.5
Skewness	2.030743645
Sum	7790018.7
Variance	9991.202954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
186	171	0.4%
158	167	0.4%
180	166	0.4%
184	166	0.4%
167	165	0.4%
163	163	0.4%
187	163	0.4%
206	161	0.4%
182	155	0.4%
185	155	0.4%
Other values (1334)	36127	89.6%
(Missing)	2577	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	2	< 0.1%
4.5	2	< 0.1%
5	2	< 0.1%
5.5	1	< 0.1%
7	2	< 0.1%
7.5	1	< 0.1%
8	2	< 0.1%
8.5	1	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
2322	1	< 0.1%
1687.5	1	< 0.1%
1544	1	< 0.1%
1343	1	< 0.1%
1300.5	1	< 0.1%
1191	1	< 0.1%
1167.5	1	< 0.1%
1125.5	1	< 0.1%
1096.5	1	< 0.1%
1067.5	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	5987
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.64342324

Minimum	14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	14
5-th percentile	30
Q1	51
median	63.11
Q3	74
95-th percentile	85
Maximum	100
Range	86
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	16.48294561
Coefficient of variation (CV)	0.2673917954
Kurtosis	-0.2334728394
Mean	61.64342324
Median Absolute Deviation (MAD)	11.27
Skewness	-0.4250999292
Sum	2486449.12
Variance	271.6874961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	581	1.4%
68	545	1.4%
66	521	1.3%
65	512	1.3%
61	502	1.2%
69	498	1.2%
71	490	1.2%
62	480	1.2%
70	478	1.2%
63	473	1.2%
Other values (5977)	35256	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	2	< 0.1%
15	2	< 0.1%
16	5	< 0.1%
17	13	< 0.1%
18	32	0.1%
18.11	3	< 0.1%
18.13	1	< 0.1%
18.14	2	< 0.1%
18.15	1	< 0.1%
18.18	1	< 0.1%

Value	Count	Frequency (%)
100	392	1.0%
89	112	0.3%
88.99	1	< 0.1%
88.98	2	< 0.1%
88.97	4	< 0.1%
88.96	1	< 0.1%
88.95	4	< 0.1%
88.94	2	< 0.1%
88.93	1	< 0.1%
88.92	5	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

1.0	22566
0.0	17770

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	121008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	22566	55.9%
0.0	17770	44.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	22566	55.9%
0.0	17770	44.1%

Most occurring characters

Value	Count	Frequency (%)
0	58106	48.0%
.	40336	33.3%
1	22566	18.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	80672	66.7%
Other Punctuation	40336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	58106	72.0%
1	22566	28.0%

Other Punctuation

Value	Count	Frequency (%)
.	40336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	121008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	58106	48.0%
.	40336	33.3%
1	22566	18.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	58106	48.0%
.	40336	33.3%
1	22566	18.6%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	15617
Missing (%)	38.7%
Memory size	315.2 KiB

0.0	12452
1.0	12267

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	74157
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	12452	30.9%
1.0	12267	30.4%
(Missing)	15617	38.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	12452	50.4%
1.0	12267	49.6%

Most occurring characters

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49438	66.7%
Other Punctuation	24719	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37171	75.2%
1	12267	24.8%

Other Punctuation

Value	Count	Frequency (%)
.	24719	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	74157	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74157	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	15617
Missing (%)	38.7%
Memory size	315.2 KiB

1.0	12452
0.0	12267

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	74157
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	12452	30.9%
0.0	12267	30.4%
(Missing)	15617	38.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	12452	50.4%
0.0	12267	49.6%

Most occurring characters

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49438	66.7%
Other Punctuation	24719	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	36986	74.8%
1	12452	25.2%

Other Punctuation

Value	Count	Frequency (%)
.	24719	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	74157	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74157	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

HospAdmTime
Real number (ℝ)

ZEROS

Distinct	12156
Distinct (%)	30.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-51.84894508

Minimum	-5366.86
Maximum	23.99
Zeros	1313
Zeros (%)	3.3%
Negative	38767
Negative (%)	96.1%
Memory size	315.2 KiB

Quantile statistics

Minimum	-5366.86
5-th percentile	-240.942
Q1	-43.685
median	-6.05
Q3	-0.04
95-th percentile	-0.01
Maximum	23.99
Range	5390.85
Interquartile range (IQR)	43.645

Descriptive statistics

Standard deviation	139.766452
Coefficient of variation (CV)	-2.695646975
Kurtosis	175.3735088
Mean	-51.84894508
Median Absolute Deviation (MAD)	6.03
Skewness	-9.578944604
Sum	-2091327.2
Variance	19534.6611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	3999	9.9%
-0.03	2487	6.2%
0	1313	3.3%
-0.01	1293	3.2%
-0.04	794	2.0%
-0.05	436	1.1%
-0.06	241	0.6%
-0.07	176	0.4%
-0.09	108	0.3%
-0.08	99	0.2%
Other values (12146)	29389	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5366.86	1	< 0.1%
-3710.66	1	< 0.1%
-3397.64	1	< 0.1%
-3342.34	1	< 0.1%
-3322.9	1	< 0.1%
-3269.1	1	< 0.1%
-3212.56	1	< 0.1%
-3189.39	1	< 0.1%
-3141.55	1	< 0.1%
-3112.12	1	< 0.1%

Value	Count	Frequency (%)
23.99	1	< 0.1%
22.04	1	< 0.1%
20.04	1	< 0.1%
17.34	1	< 0.1%
16.02	1	< 0.1%
14.65	1	< 0.1%
14.21	1	< 0.1%
14	1	< 0.1%
11.94	1	< 0.1%
10.99	1	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	276
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.26911444

Minimum	4.5
Maximum	320
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	4.5
5-th percentile	8
Q1	13
median	20
Q3	24.5
95-th percentile	30
Maximum	320
Range	315.5
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	11.69589542
Coefficient of variation (CV)	0.57703041
Kurtosis	64.42858314
Mean	20.26911444
Median Absolute Deviation (MAD)	5.5
Skewness	5.556797402
Sum	817575
Variance	136.7939696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	1273	3.2%
20.5	1248	3.1%
21	1241	3.1%
19.5	1233	3.1%
22	1227	3.0%
21.5	1220	3.0%
22.5	1149	2.8%
18.5	1148	2.8%
23	1120	2.8%
19	1113	2.8%
Other values (266)	28364	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	281	0.7%
5	189	0.5%
5.5	189	0.5%
6	192	0.5%
6.5	236	0.6%
7	286	0.7%
7.5	351	0.9%
8	451	1.1%
8.5	531	1.3%
9	636	1.6%

Value	Count	Frequency (%)
320	1	< 0.1%
309	1	< 0.1%
286	1	< 0.1%
170	1	< 0.1%
169.5	1	< 0.1%
169	2	< 0.1%
168.5	10	< 0.1%
168	1	< 0.1%
167.5	1	< 0.1%
165.5	1	< 0.1%

SepsisLabel
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

0.0	39392
1.0	912
0.5	32

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	121008
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	39392	97.7%
1.0	912	2.3%
0.5	32	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	39392	97.7%
1.0	912	2.3%
0.5	32	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	79728	65.9%
.	40336	33.3%
1	912	0.8%
5	32	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	80672	66.7%
Other Punctuation	40336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	79728	98.8%
1	912	1.1%
5	32	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	40336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	121008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	79728	65.9%
.	40336	33.3%
1	912	0.8%
5	32	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	79728	65.9%
.	40336	33.3%
1	912	0.8%
5	32	< 0.1%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

0.0	37404
1.0	2932

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	121008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	37404	92.7%
1.0	2932	7.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	37404	92.7%
1.0	2932	7.3%

Most occurring characters

Value	Count	Frequency (%)
0	77740	64.2%
.	40336	33.3%
1	2932	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	80672	66.7%
Other Punctuation	40336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	77740	96.4%
1	2932	3.6%

Other Punctuation

Value	Count	Frequency (%)
.	40336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	121008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	77740	64.2%
.	40336	33.3%
1	2932	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	77740	64.2%
.	40336	33.3%
1	2932	2.4%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Sepsis	Hours
0	1	104.0	91.0	36.725	128.00	87.915	NaN	25.000	NaN	20.0	46.5	0.29	7.340	98.0	88.5	16.0	18.0	98.0	9.45	85.0	0.70	NaN	163.0	NaN	2.10	3.50	4.2	0.3	NaN	36.70	12.35	NaN	10.2	NaN	327.5	83.14	0.0	NaN	NaN	-0.03	27.5	0.0	54.0
1	2	60.0	97.0	36.110	133.00	65.000	43.00	12.000	NaN	NaN	22.0	NaN	NaN	NaN	NaN	NaN	100.0	NaN	7.90	113.0	2.50	NaN	78.0	NaN	2.50	4.40	5.1	NaN	NaN	27.80	9.70	NaN	11.0	NaN	158.0	75.91	0.0	0.0	1.0	-98.60	12.0	0.0	23.0
2	3	81.0	95.0	37.585	140.00	81.000	53.50	26.000	NaN	6.5	31.0	0.60	7.490	39.5	NaN	NaN	30.0	NaN	11.00	99.0	0.90	NaN	113.0	NaN	2.40	2.40	3.8	NaN	NaN	28.15	9.10	30.0	8.7	NaN	486.0	45.82	0.0	1.0	0.0	-1195.71	24.5	0.0	48.0
3	4	105.0	98.0	36.390	114.50	67.835	50.25	18.000	NaN	0.0	22.0	NaN	7.400	43.0	98.0	NaN	16.5	NaN	8.20	106.5	0.80	NaN	84.0	NaN	2.05	3.80	4.3	NaN	NaN	25.80	8.30	21.8	7.6	NaN	182.0	65.71	0.0	0.0	1.0	-8.77	15.0	0.0	29.0
4	5	73.5	97.0	37.220	133.50	87.000	NaN	16.000	NaN	NaN	25.0	NaN	NaN	NaN	NaN	16.0	7.0	65.0	8.20	105.0	0.60	NaN	128.0	NaN	2.20	2.80	3.6	0.6	NaN	41.00	14.40	29.0	8.0	NaN	276.0	28.09	1.0	1.0	0.0	-0.05	25.5	0.0	48.0
5	6	100.5	98.5	36.670	122.00	89.000	NaN	24.000	NaN	0.0	29.0	0.40	7.340	47.0	NaN	NaN	9.0	NaN	NaN	111.0	0.70	NaN	73.0	1.4	NaN	NaN	3.8	NaN	NaN	36.90	12.20	NaN	12.0	NaN	298.0	52.01	1.0	1.0	0.0	-0.03	11.0	0.0	17.0
6	7	121.0	95.0	37.885	109.00	74.500	60.00	21.000	NaN	-9.0	16.0	0.40	7.330	27.0	NaN	452.0	66.0	88.0	7.35	115.5	3.85	NaN	193.5	2.2	1.75	1.30	3.1	1.4	NaN	41.85	15.30	26.3	9.3	NaN	45.0	64.24	1.0	1.0	0.0	-0.05	23.0	0.0	45.0
7	8	75.0	100.0	36.220	108.75	65.000	48.50	16.750	NaN	-8.0	15.0	NaN	7.355	27.0	NaN	NaN	29.0	NaN	8.00	106.0	1.20	NaN	108.0	1.6	1.90	3.50	4.9	NaN	NaN	25.90	8.90	NaN	9.4	NaN	213.0	87.08	1.0	NaN	NaN	-2.23	20.5	0.0	40.0
8	9	113.0	98.0	37.720	120.00	80.000	65.00	21.875	NaN	0.0	27.0	0.40	7.370	48.0	97.0	NaN	19.0	NaN	8.00	107.0	0.90	NaN	119.5	2.2	2.05	3.05	3.7	NaN	NaN	27.40	9.60	30.9	10.9	232.5	175.0	27.92	1.0	NaN	NaN	-0.03	129.5	1.0	258.0
9	10	79.0	96.0	37.000	112.00	72.000	54.00	19.000	NaN	0.0	24.0	0.40	7.405	37.5	97.0	NaN	17.5	NaN	NaN	106.0	1.00	NaN	107.0	1.1	2.10	NaN	3.9	NaN	NaN	31.90	10.20	29.9	9.3	NaN	111.0	76.71	0.0	0.0	1.0	-2.36	14.0	0.0	23.0

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
40326	119991	76.0	97.0	37.00	130.00	82.0	52.0	16.0	35.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.0	NaN	7.50	NaN	0.790	NaN	110.00	NaN	1.60	NaN	4.10	NaN	NaN	26.30	8.40	NaN	6.4	NaN	96.0	81.0	0.0	0.0	1.0	-66.13	13.0	25.0
40327	119992	91.0	96.0	36.80	144.50	100.0	73.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	37.0	NaN	9.20	NaN	9.930	NaN	103.00	NaN	1.80	6.6	4.50	NaN	0.41	30.20	9.50	NaN	2.8	NaN	198.0	45.0	1.0	1.0	0.0	-4.55	21.0	41.0
40328	119993	81.0	95.0	36.50	130.00	97.0	77.5	19.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15.0	NaN	8.30	NaN	1.010	NaN	132.00	NaN	2.00	2.6	4.10	NaN	0.01	42.00	14.90	NaN	12.3	NaN	175.0	65.0	1.0	NaN	NaN	-3.53	11.0	21.0
40329	119994	74.0	96.0	37.50	122.00	76.0	56.0	18.0	28.0	NaN	NaN	0.4	7.295	34.5	98.55	NaN	16.0	NaN	1.26	NaN	1.060	NaN	135.50	6.66	2.00	3.6	4.05	NaN	NaN	30.30	10.25	NaN	9.3	NaN	66.5	71.0	1.0	0.0	1.0	-29.57	21.5	42.0
40330	119995	62.0	95.0	36.05	147.00	107.0	79.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	NaN	8.80	NaN	0.810	NaN	116.00	NaN	2.00	3.0	3.50	NaN	NaN	39.20	13.10	NaN	7.0	289.0	154.0	76.0	1.0	0.0	1.0	-14.90	21.5	42.0
40331	119996	85.5	98.0	36.50	130.00	85.0	72.0	19.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	849.0	6.0	259.0	8.75	NaN	0.495	NaN	147.50	NaN	1.95	NaN	3.65	3.3	0.01	42.70	13.80	NaN	12.6	NaN	238.0	84.0	0.0	NaN	NaN	-6.69	24.5	48.0
40332	119997	61.5	97.0	36.80	117.50	86.0	69.0	22.0	45.0	NaN	NaN	NaN	NaN	NaN	NaN	24.0	5.5	116.0	13.80	NaN	0.770	0.1	103.75	NaN	3.15	3.1	3.35	0.7	1.09	46.70	15.55	38.2	10.4	NaN	189.0	30.0	1.0	NaN	NaN	-0.02	13.0	25.0
40333	119998	81.5	98.0	36.70	155.75	114.0	87.0	21.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	55.0	68.0	8.05	NaN	7.685	NaN	87.00	NaN	1.90	4.1	4.25	0.2	NaN	27.60	8.20	NaN	12.5	NaN	188.0	60.0	0.0	1.0	0.0	-53.64	25.0	49.0
40334	119999	94.0	93.0	37.60	140.00	100.0	75.0	22.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	33.5	28.5	49.5	8.45	NaN	1.010	NaN	109.50	NaN	NaN	NaN	3.40	1.0	NaN	23.60	8.00	NaN	10.7	NaN	263.5	84.0	0.0	1.0	0.0	-10.74	10.5	20.0
40335	120000	82.0	98.0	36.70	123.00	90.0	70.0	16.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.0	10.0	75.0	9.10	NaN	0.535	0.1	192.00	NaN	2.20	4.0	3.45	0.9	NaN	37.35	11.80	29.1	6.1	NaN	223.0	62.0	0.0	NaN	NaN	0.00	18.0	35.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample